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Lore: Banking

Your institutional knowledge keeper — policy lookups, procedure guidance, training Q&A, and regulatory reference for bank staff.

Live system: RAG-based internal knowledge platform for bank staff. Indexes policies, procedures, and regulatory documents with semantic search and AI-powered Q&A. Routes com…

95%
Search Accuracy
60%
Time Saved
50k+ docs
Knowledge Base
85%
User Adoption
Free 20-min discovery + 48h ROI audit Production-grade, not a demo3 weeks to first value
✓
✓
✓
50k+ documents indexed • Human review for low-confidence answers • Borderline flagged
Why this vs status quo
Do nothing
95% lost
Manual Banking
Build in-house
6–12 months
Hire + maintain
Lore
60%
Weeks, not months
Policy Search • Procedure Guidance
Save ~10×

What ships

  • Policy Search — Natural language search across internal policies, procedures…
  • Procedure Guidance — Step-by-step procedure guidance with links to relevant docum…
  • Training Q&A — AI-powered training assistant for onboarding and continuous …
  • Regulatory Reference — Quick access to regulatory requirements and compliance guide…
  • Document Summarization — AI-generated summaries of lengthy policies and regulatory do…
  • Expert Routing — Intelligent routing to subject matter experts when AI confid…

Human signs every critical step • Audit trail included

Sample output & architecture

Lore — Production Blueprint
Dated 18 Aug 2026 • #LOR-2026-041
Search Accuracy: 95%Time Saved: 60%Knowledge Base: 50k+ docsBanking
Agents
Search Agent • Policy Agent • Training Agent
Stack
Azure AI Foundry, Azure AI Search, Python, FastAPI
Workflow preview
1. Query Processing2. Knowledge Retrieval3. Response Generation4. Expert Routing
Data flow: Staff Query → Intent Detection → Knowledge Search → Response Generation → Expert Routing → Feedback Loop
Azure AI Foundry + LangChain • Azure AI Foundry provides RAG capabilities with document intv1.0 • Audit trail

Why Azure AI Foundry + LangChain wins

Azure AI Foundry provides RAG capabilities with document intelligence. LangChain orchestrates the search and Q&A workflow with tool integration for banking systems.

Alternatives: AWS Bedrock + LangGraph, Google Vertex AI + AutoGen

How Lore works — < 2 seconds to first value

Query Processing → Knowledge Retrieval → Response Generation → delivery. Full 5-step trail collapses below.

01 • < 2 seconds
Query Processing
Staff submits knowledge query via search or chat.
02 • < 3 seconds
Knowledge Retrieval
Search across knowledge base with semantic understanding.
03 • < 5 seconds
Response Generation
Generate accurate response with citations.
Full 5-step audit trail
1
Query Processing • < 2 seconds
Staff submits knowledge query via search or chat.
2
Knowledge Retrieval • < 3 seconds
Search across knowledge base with semantic understanding.
3
Response Generation • < 5 seconds
Generate accurate response with citations.
4
Expert Routing • Minutes to hours
Route low-confidence queries to subject matter experts.
5
Feedback & Learning • Ongoing
Collect feedback and improve knowledge base.

Which Banking use case is yours?

Tap your model — see the exact hinge we test.

Policy Lookup

Staff searching for specific policies and procedures.

Do nothing
95% wasted
  • • Manual Banking process
  • • No audit trail
  • • No evidence for inspector/investor
Build in-house
6–12 months • Hire team
  • • Hire + train + maintain
  • • No re-run if product changes
  • • Hard to show investor quickly
Lore — 60%
5 steps • Agents • Evidence
  • Policy Search
  • Procedure Guidance
  • Daily watch + re-run

Multi-agent mesh — orchestrated

Live system presentation

Lore · Agent Mesh

ORCHESTRATORBankingSearchACTIVEPolicyNODE 02TrainingNODE 03Expert FinderNODE 0412345
Step 1< 2 seconds

Query Processing

Staff submits knowledge query via search or chat.

Query parsingIntent detectionContext loadingPermission check

Objections, answered

If it’s not answered, you’ll hesitate. So we answer it here.

Your institutional knowledge keeper — policy lookups, procedure guidance, training Q&A, and regulatory reference for bank staff. Delivered as 4 specialized agents + 5-step workflow. You get Policy Search + Procedure Guidance and a dated evidence trail.
Production in 3 weeks • Audit trail

Get Lore live — without the Banking drag.

Your institutional knowledge keeper — policy lookups, procedure guidance, training Q&A, and regulatory reference for bank staff.… Implementation: Document Ingestion → Search Engine → Q&A System → Production Launch.

Questions? Talk to a human • Responses in < 24h • Human signs every critical step

Evidence + audit trail•Azure AI Foundry + LangChain•Deterministic — LLM only for rationale